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4D facial analysis: A survey of datasets, algorithms and applications

文献类型：期刊论文

作者Liu, Yong-Jin1; Wang, Baodong2; Gao, Lin3; Zhao, Junli2; Yi, Ran4; Yu, Minjing5; Pan, Zhenkuan2; Gu, Xianfeng6
刊名COMPUTERS & GRAPHICS-UK
出版日期2023-10-01
卷号115页码:423-445
ISSN号0097-8493
关键词4D facial datasets 4D face analysis Dynamic facial expressions
DOI10.1016/j.cag.2023.07.014
英文摘要Facial information plays an important role in human communication, e.g., rich and nuanced facial expressions effectively convey emotions. Traditional data such as 2D facial images and videos are susceptible to perturbation from lighting and occlusion, while 3D static data such as mesh models lack the temporal information which is necessary to describe facial dynamics. Therefore, researches on 4D facial data (3D facial models together with time as the fourth dimension) have received considerable attention in recent years. 4D data can simultaneously reflect the complex facial temporal and space information. To fully explore these characteristics, we present a systematic overview of the 4D facial research in this paper. We give a review in terms of historical development of 4D facial datasets, acquisition process of these datasets, related algorithms and applications, and discussion of outstanding issues. We also analyze the 4D facial research works by summarizing and comparing them; in particular, we present the results on three kinds of tasks conducted on the 4D facial datasets, i.e., expression-related tasks (AU detection, expression recognition and retrieval), generation tasks (3D facial reconstruction, facial expression and facial animation generation), and other tasks (facial registration, facial recognition and facial disease diagnosis). Finally, we summarize the future research directions.& COPY; 2023 Elsevier Ltd. All rights reserved.
资助项目National Natural Science Foundation of China[62172247] ; National Natural Science Foundation of China[61702293] ; National Natural Science Foundation of China[3R01LM012434-05S1] ; NIH[NIH1R21EB029733-01A1] ; NIH[FAIN-2115095] ; NSF[L222008] ; Beijing Natural Science Foundation[22YF1420300] ; Shanghai Sailing Program[2022QNRC001] ; Young Elite Scientists Sponsorship Program by CAST[ZR2019LZH002] ; Natural Science Foundation of Shandong Province ; [62002258]
WOS研究方向Computer Science
语种英语
出版者PERGAMON-ELSEVIER SCIENCE LTD
WOS记录号WOS:001056672800001
源URL[http://119.78.100.204/handle/2XEOYT63/21379]  
专题中国科学院计算技术研究所期刊论文_英文
通讯作者Zhao, Junli; Gu, Xianfeng
作者单位1.Tsinghua Univ, Dept Comp Sci & Technol, MOE Key Lab Pervas Comp, BNRist, Beijing 100084, Peoples R China
2.Qingdao Univ, Coll Comp Sci & Technol, Qingdao 266071, Peoples R China
3.Chinese Acad Sci, Beijing Key Lab Mobile Comp & Pervas Device, Inst Comp Technol, Beijing 100190, Peoples R China
4.Shanghai Jiao Tong Univ, Dept Comp Sci & Engn, Shanghai 200240, Peoples R China
5.Tianjin Univ, Coll Intelligence & Comp, Tianjin 300350, Peoples R China
6.SUNY Stony Brook, Dept Comp Sci, Stony Brook, NY 11790 USA
推荐引用方式
GB/T 7714		 Liu, Yong-Jin,Wang, Baodong,Gao, Lin,et al. 4D facial analysis: A survey of datasets, algorithms and applications[J]. COMPUTERS & GRAPHICS-UK,2023,115:423-445.
APA Liu, Yong-Jin.,Wang, Baodong.,Gao, Lin.,Zhao, Junli.,Yi, Ran.,...&Gu, Xianfeng.(2023).4D facial analysis: A survey of datasets, algorithms and applications.COMPUTERS & GRAPHICS-UK,115,423-445.
MLA Liu, Yong-Jin,et al."4D facial analysis: A survey of datasets, algorithms and applications".COMPUTERS & GRAPHICS-UK 115(2023):423-445.

入库方式： OAI收割

来源：计算技术研究所

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